Person: Donaghey, Julie
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Publication Transcriptional and Epigenetic Dynamics during Specification of Human Embryonic Stem Cells
(Elsevier BV, 2013) Gifford, Casey A.; Ziller, Michael; Gu, Hongcang; Trapnell, Cole; Donaghey, Julie; Tsankov, Alexander M.; Shalek, Alex K.; Kelley, David Roy; Shishkin, Alexander A.; Issner, Robbyn; Zhang, Xiaolan; Coyne, Michael; Fostel, Jennifer L.; Holmes, Laurie; Meldrim, Jim; Guttman, Mitchell; Epstein, Charles; Park, Hongkun; Kohlbacher, Oliver; Rinn, John; Gnirke, Andreas; Lander, Eric; Bernstein, Bradley; Meissner, AlexanderDifferentiation of human embryonic stem cells (hESCs) provides a unique opportunity to study the regulatory mechanisms that facilitate cellular transitions in a human context. To that end, we performed comprehensive transcriptional and epigenetic profiling of populations derived through directed differentiation of hESCs representing each of the three embryonic germ layers. Integration of whole-genome bisulfite sequencing, chromatin immunoprecipitation sequencing, and RNA sequencing reveals unique events associated with specification toward each lineage. Lineage-specific dynamic alterations in DNA methylation and H3K4me1 are evident at putative distal regulatory elements that are frequently bound by pluripotency factors in the undifferentiated hESCs. In addition, we identified germ-layer-specific H3K27me3 enrichment at sites exhibiting high DNA methylation in the undifferentiated state. A better understanding of these initial specification events will facilitate identification of deficiencies in current approaches, leading to more faithful differentiation strategies as well as providing insights into the rewiring of human regulatory programs during cellular transitions.
Publication Transcription factor binding dynamics during human ESC differentiation
(2015) Tsankov, Alexander M.; Gu, Hongcang; Akopian, Veronika; Ziller, Michael; Donaghey, Julie; Amit, Ido; Gnirke, Andreas; Meissner, AlexanderSummary Pluripotent stem cells provide a powerful system to dissect the underlying molecular dynamics that regulate cell fate changes during mammalian development. Here we report the integrative analysis of genome wide binding data for 38 transcription factors with extensive epigenome and transcriptional data across the differentiation of human embryonic stem cells to the three germ layers. We describe core regulatory dynamics and show the lineage specific behavior of selected factors. In addition to the orchestrated remodeling of the chromatin landscape, we find that the binding of several transcription factors is strongly associated with specific loss of DNA methylation in one germ layer and in many cases a reciprocal gain in the other layers. Taken together, our work shows context-dependent rewiring of transcription factor binding, downstream signaling effectors, and the epigenome during human embryonic stem cell differentiation.
Publication Charting a dynamic DNA methylation landscape of the human genome
(2013) Ziller, Michael; Gu, Hongcang; Müller, Fabian; Donaghey, Julie; Tsai, Linus T.-Y.; Kohlbacher, Oliver; De Jager, Phil L.; Rosen, Evan; Bennett, David A.; Bernstein, Bradley; Gnirke, Andreas; Meissner, AlexanderDNA methylation is a defining feature of mammalian cellular identity and essential for normal development1,2. Most cell types, except germ cells and pre-implantation embryos3–5, display relatively stable DNA methylation patterns with 70–80% of all CpGs being methylated6. Despite recent advances we still have a too limited understanding of when, where and how many CpGs participate in genomic regulation. Here we report the in depth analysis of 42 whole genome bisulfite sequencing (WGBS) data sets across 30 diverse human cell and tissue types. We observe dynamic regulation for only 21.8% of autosomal CpGs within a normal developmental context, a majority of which are distal to transcription start sites. These dynamic CpGs co-localize with gene regulatory elements, particularly enhancers and transcription factor binding sites (TFBS), which allow identification of key lineage specific regulators. In addition, differentially methylated regions (DMRs) often harbor SNPs associated with cell type related diseases as determined by GWAS. The results also highlight the general inefficiency of WGBS as 70–80% of the sequencing reads across these data sets provided little or no relevant information regarding CpG methylation. To further demonstrate the utility of our DMR set, we use it to classify unknown samples and identify representative signature regions that recapitulate major DNA methylation dynamics. In summary, although in theory every CpG can change its methylation state, our results suggest that only a fraction does so as part of coordinated regulatory programs. Therefore our selected DMRs can serve as a starting point to help guide novel, more effective reduced representation approaches to capture the most informative fraction of CpGs as well as further pinpoint putative regulatory elements.
Publication Targeted disruption of DNMT1, DNMT3A and DNMT3B in human embryonic stem cells
(2015) Liao, Jing; Karnik, Rahul; Gu, Hongcang; Ziller, Michael; Clement, Kendell; Tsankov, Alexander M.; Akopian, Veronika; Gifford, Casey A.; Donaghey, Julie; Galonska, Christina; Pop, Ramona; Reyon, Deepak; Tsai, Shengdar Q.; Mallard, William; Joung, J. Keith; Rinn, John; Gnirke, Andreas; Meissner, AlexanderDNA methylation is a key epigenetic modification involved in regulating gene expression and maintaining genomic integrity. Here we inactivated all three catalytically active DNA methyltransferases in human embryonic stem cells (ESCs) using CRISPR/Cas9 genome editing to further investigate their roles and genomic targets. Disruption of DNMT3A or DNMT3B individually, as well as of both enzymes in tandem, creates viable, pluripotent cell lines with distinct effects on their DNA methylation landscape as assessed by whole-genome bisulfite sequencing. Surprisingly, in contrast to mouse, deletion of DNMT1 resulted in rapid cell death in human ESCs. To overcome the immediate lethality, we generated a doxycycline (DOX) responsive tTA-DNMT1* rescue line and readily obtained homozygous DNMT1 mutant lines. However, DOX-mediated repression of the exogenous DNMT1* initiates rapid, global loss of DNA methylation, followed by extensive cell death. Our data provide a comprehensive characterization of DNMT mutant ESCs, including single base genome-wide maps of their targets.